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Updated: Oct 20, 2025

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Published on: February 26, 2013
Predicting atrial fibrillation after cryptogenic stroke via a clinical risk score-a prospective observational study
Markus Kneihsl1, Egbert Bisping2, Daniel Scherr2
1Department of Neurology, Medical University of Graz, Graz, Austria.
Insights
A new clinical risk score helps identify patients with cryptogenic stroke (CS) who may have undiagnosed atrial fibrillation (AF). This score aids in selecting patients for cardiac monitoring, improving diagnosis rates.
Area of Science:
- Cardiology
- Neurology
- Medical Diagnostics
Background:
- Atrial fibrillation (AF) is frequently undiagnosed in cryptogenic stroke (CS) patients due to limited cardiac monitoring availability.
- There is a need to pre-select CS patients who would benefit most from extended cardiac rhythm monitoring.
- A clinical risk score was developed to predict AF in CS patients.
Purpose of the Study:
- To develop and evaluate a clinical risk score for predicting atrial fibrillation (AF) in cryptogenic stroke (CS) patients.
- To assess the score's performance over a 1-year follow-up period.
- To improve the diagnostic yield of cardiac monitoring in CS patients.
Main Methods:
- A risk score (0-16 points) was created using variables associated with occult AF, including age, NT-proBNP, ECG/echocardiographic features, and brain imaging markers.
- 150 CS patients admitted between March 2018 and August 2019 were prospectively followed for 1 year for AF detection.
- The score's predictive performance was evaluated using sensitivity, specificity, and negative predictive value.
Main Results:
- During 1-year follow-up, 24 (16%) of 150 CS patients were diagnosed with AF.
- The AF Risk Score (cutoff ≥4) demonstrated a 92% sensitivity and 67% specificity for 1-year AF prediction.
- The score achieved an excellent negative predictive value of 98%, with only two patients scoring <4 diagnosed with AF.
Conclusions:
- A clinical risk score effectively predicts 1-year AF risk in CS patients with high sensitivity and negative predictive value.
- The score aids in selecting CS patients for cardiac rhythm monitoring.
- Further validation in external cohorts with continuous monitoring is necessary to confirm generalizability.
Background And Purpose:
Atrial fibrillation (AF) often remains undiagnosed in cryptogenic stroke (CS), mostly because of limited availability of cardiac long-term rhythm monitoring. There is an unmet need for a pre-selection of CS patients benefitting from such work-up. A clinical risk score was therefore developed for the prediction of AF after CS and its performance was evaluated over 1 year of follow-up.
Methods:
Our proposed risk score ranges from 0 to 16 points and comprises variables known to be associated with occult AF in CS patients including age, N-terminal pro-brain natriuretic peptide, electrocardiographic and echocardiographic features (supraventricular premature beats, atrial runs, atrial enlargement, left ventricular ejection fraction) and brain imaging markers (multi-territory/prior cortical infarction). All CS patients admitted to our Stroke Unit between March 2018 and August 2019 were prospectively followed for AF detection over 1 year after discharge.
Results:
During the 1-year follow-up, 24 (16%) out of 150 CS patients with AF (detected via electrocardiogram controls, n = 18; loop recorder monitoring, n = 6) were diagnosed. Our predefined AF Risk Score (cutoff ≥4 points; highest Youden's index) had a sensitivity of 92% and a specificity of 67% for 1-year prediction of AF. Notably, only two CS patients with <4 score points were diagnosed with AF later on (negative predictive value 98%).
Conclusions:
A clinical risk score for 1-year prediction of AF in CS with high sensitivity, reasonable specificity and excellent negative predictive value is presented. Generalizability of our score needs to be tested in external cohorts with continuous cardiac rhythm monitoring.
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